Principles expressed as architecture.
01
Radical Minimalism
Build core infrastructure with programming-language standard libraries wherever practical. Fewer dependencies mean fewer procurement bottlenecks, fewer supply-chain risks, and a better chance that a school can still run the system years from now.
02
Edge Sovereignty and Offline Parity
Essential educational tools should continue working on commodity hardware when an upstream service or internet connection is unavailable. Local operation is a capability, not a degraded fallback.
03
Data Integrity Over Inference
A system that silently guesses is worse than one that returns nothing. Source facts, bridging steps, derived results, uncertainty, provenance, and structural drift must remain visible.
04
High-Fidelity Federation
Name-based deterministic identifiers, including UUID v5 where appropriate, let independently built systems share a stable spine and merge records without expensive identity reconciliation.